{"id":"W4407262392","doi":"10.1002/clc.70092","title":"Author's Reply to “Digital Devices for Arrhythmia Detection: What Is Still Missing?”","year":2025,"lang":"en","type":"letter","venue":"Clinical Cardiology","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Population Health Research Institute","funders":"","keywords":"Medicine; Clinical Practice; Heart Rhythm; Atrial fibrillation; Population; Duration (music); Medical emergency; Family medicine; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00626543,0.001171996,0.001676923,0.001150746,0.002785703,0.003120949,0.002780408,0.02851353,0.01230758],"category_scores_gemma":[0.05739508,0.0008458541,0.001963942,0.0009970641,0.003426753,0.00495289,0.002356268,0.03894354,0.009977201],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002686217,"about_ca_system_score_gemma":0.004716903,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004988263,"about_ca_topic_score_gemma":0.004347139,"domain_scores_codex":[0.9948326,0.001407312,0.0009331813,0.0008186367,0.001479258,0.0005290026],"domain_scores_gemma":[0.9659267,0.01617943,0.001931919,0.0008281662,0.0128709,0.002262726],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002789445,0.000008837224,0.0002218126,0.00007923461,0.00001060003,0.0001847755,0.0001353988,0.00002568366,0.00005935195,0.0006004159,0.9955276,0.003118497],"study_design_scores_gemma":[0.00005183397,0.00005474988,0.001259164,0.0006999939,0.00003716831,0.001281348,0.0008207691,0.0002214555,0.0003213606,0.002340207,0.9927918,0.0001203139],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001432841,0.001191921,0.0001509947,0.9367344,0.0611159,0.0000113493,0.00007613227,0.00006376031,0.0005123661],"genre_scores_gemma":[0.001232144,0.0009382436,0.0002380295,0.9663647,0.02905383,0.00003693756,0.00003120211,0.00003029587,0.002074631],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02851353,"threshold_uncertainty_score":0.04117298,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1408490201412109,"score_gpt":0.4339302006882982,"score_spread":0.2930811805470873,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}